library(readxl)
library(dplyr)
library(stringr)
library(ggplot2)
library(sf)
library(rnaturalearth)
library(rnaturalearthdata)
library(viridis)
library(purrr)
library(ggrepel)
shipwrecks <- read_excel("data/AWOIS_Wrecks.xls") %>%
rename_all(str_to_lower)# %>%
#filter(!is.na(yearsunk))
# Plot locations
north_america <- ne_countries(scale = "medium", continent = "north america",
returnclass = "sf")
ggplot() +
geom_sf(data = north_america) +
geom_point(data = shipwrecks, aes(x = londec, y = latdec),
color = "red", alpha = 0.2) +
coord_sf(xlim = c(-80, -70), ylim = c(34, 42), expand = FALSE)
nc_north_sw <- shipwrecks %>%
filter(-80 < londec & londec < -70) %>%
filter(34 < latdec & latdec < 42)
ggplot() +
geom_sf(data = north_america) +
geom_point(data = nc_north_sw,
aes(x = londec, y = latdec, color = yearsunk)) +
coord_sf(xlim = c(-80, -70), ylim = c(34, 42), expand = FALSE) +
scale_color_viridis()
# Shipwrecks by year
nc_north_sw %>%
group_by(yearsunk) %>%
count() %>%
ggplot(aes(x = yearsunk, y = n)) +
geom_rect(aes(xmin = 1940.5, xmax = 1944.5, ymin = 0, ymax = 5.1),
fill = "red", alpha = 0.2) +
geom_rect(aes(xmin = 1919.5, xmax = 1933.5, ymin = 0, ymax = 5.1),
fill = "red", alpha = 0.2) +
geom_bar(stat = "identity")
# Map by time period
nc_north_sw <- nc_north_sw %>%
mutate(timeperiod = case_when(
1940 <= yearsunk & yearsunk <= 1944 ~ "World War II",
1919 <= yearsunk & yearsunk <= 1933 ~ "Prohibition",
TRUE ~ "Other"
))
ggplot() +
geom_sf(data = north_america) +
geom_point(data = nc_north_sw,
aes(x = londec, y = latdec, color = depth)) +
coord_sf(xlim = c(-80, -70), ylim = c(34, 42), expand = FALSE) +
facet_wrap(~ timeperiod)
ggplot() +
geom_sf(data = north_america) +
geom_point(data = filter(nc_north_sw, timeperiod == "Prohibition"),
aes(x = londec, y = latdec),
color = "red", alpha = 0.5) +
coord_sf(xlim = c(-80, -70), ylim = c(34, 42), expand = FALSE) +
geom_label_repel(data = filter(nc_north_sw, timeperiod == "Prohibition"),
aes(x = londec, y = latdec, label = vesslterms),
alpha = 0.5)
# Norfolk-area wrecks
norfolk_sw <- shipwrecks %>%
filter(-76.75 < londec & londec < -76) %>%
filter(36.7 < latdec & latdec < 37.4)
ggplot() +
geom_sf(data = north_america) +
geom_point(data = norfolk_sw,
aes(x = londec, y = latdec,
color = feature_type),
alpha = 0.5) +
coord_sf(xlim = c(-76.75, -76), ylim = c(36.7, 37.4), expand = FALSE)
norfolk_sw <- shipwrecks %>%
filter(-76.6 < londec & londec < -76) %>%
filter(36.8 < latdec & latdec < 37.2)
ggplot() +
geom_sf(data = north_america) +
geom_point(data = filter(norfolk_sw, vesslterms != "UNKNOWN"),
aes(x = londec, y = latdec,
color = feature_type),
alpha = 0.5) +
coord_sf(xlim = c(-76.6, -76), ylim = c(36.8, 37.2), expand = FALSE) +
geom_label_repel(data = filter(norfolk_sw, vesslterms != "UNKNOWN"),
aes(x = londec, y = latdec, label = vesslterms),
alpha = 0.5, size = 2) +
theme(legend.position = "bottom")
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